{
 "cells": [
  {
   "attachments": {
    "ags2_02.png": {
     "image/png": 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    "# Part II. Climbing the Pyramid\n",
    "\n",
    "If you can see your path laid out in front of you step by step, you know it’s not your path. Your own path you make with every step you take. That’s why it’s your path.\n",
    "Joseph Campbell\n",
    "\n",
    "Part II introduces the schema for the rest of the book: the data-value pyramid. Throughout the rest of our lessons, we will use the data-value pyramid to iteratively build value from very simple records up to interactive predictions. We begin with theory, then dive into practice using the framework I previously introduced.\n",
    "\n",
    "Building Agile Data Science products means staging an environment where reproducible insights occur, are reinforced, and are extended up the value stack. It starts simply with displaying records. It ends with driving actions that create value and capture some of it. Along the way is a voyage of discovery.\n",
    "\n",
    "The structure of this voyage, shown in the figure below, is called the data-value pyramid.\n",
    "\n",
    "The data-value stack mirrors Maslow’s hierarchy of needs in the sense that lower levels must precede higher levels. The higher levels (like predictions) depend on the lower levels (like reports), so we can’t skip steps. If we do so, we will lack sufficient structure and understanding of our data to easily build features and value at the higher levels.\n",
    "\n",
    "![ags2_02.png](attachment:ags2_02.png)\n",
    "\n",
    "The data-value stack begins with the simple display of records, where the focus is on connecting or “plumbing” our data pipeline all the way through from the raw data to the user’s screen. We then move on to charts, where we extract enough structure from our data to display its properties in aggregate and start to familiarize ourselves with those properties. Next comes identifying relationships and exploring data through interactive reports. This enables statistical inference to generate predictions. Finally, we use these predictions to drive user behavior in order to create and capture value."
   ]
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